Interestingly, the combined model I (RBP4/HOMA-IR/diabetes duration) improved the ability of every single marker to diagnose DR (AUC of the combined model 0.84; 95% CI: 0.78–0.90; P<0.01). This evidence concerns the gene RBP4 and diabetes mellitus.